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Azure Databricks with PySpark

Mastering Azure Databricks with PySpark equips data engineers to build scalable, production-ready pipelines on Microsoft’s unified analytics platform. This course addresses the critical demand for professionals capable of managing large-scale data processing and complex cloud architectures. You will gain hands-on experience in ingesting, transforming, and analyzing big data using PySpark, Delta Lake, and Unity Catalog. This training prepares you for the Azure Databricks Certified Data Engineer Associate certification. Koenig Solutions provides expert-led instruction with personalized mentorship and real-world project simulations, ensuring you gain deeper technical proficiency and career-ready skills beyond standard curriculum delivery.

60 Hours (7 Days)
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1-on-1 USD 2,850
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Course Overview

The Microsoft course Azure Databricks with PySpark is designed for data engineers, data analysts, and cloud architects seeking to master large-scale data analytics using Apache Spark on Azure. This training aligns with the skills measured in Exam DP-600: Implementing Analytics Solutions Using Microsoft Fabric, preparing learners for the Microsoft Certified: Fabric Analytics Engineer Associate certification. Participants will gain expertise in building end-to-end data solutions, from ingestion to analysis, using PySpark within the Azure Databricks environment. With over 95% of Fortune 500 companies leveraging Azure for cloud services, demand for professionals skilled in Azure Databricks continues to grow across industries including finance, healthcare, and technology.

Students engage with core technologies including Azure Databricks, Delta Lake, Unity Catalog, Spark SQL, PySpark, and Microsoft Purview within hands-on lab environments accessed through the Azure Portal. The labs emphasize real-world data engineering tasks such as creating optimized Delta tables, implementing ETL pipelines with Spark DataFrames, and securing data assets using Unity Catalog’s row- and column-level security. A key project involves building a medallion architecture—ingesting raw JSON and CSV data into a bronze layer, transforming it in a silver layer using PySpark, and serving curated datasets to a gold layer for analytics. These exercises simulate production scenarios faced by data teams managing governed, scalable analytics platforms on Azure.

This course prepares candidates for the DP-600 certification exam, recognized globally for validating modern data engineering proficiency on Microsoft’s analytics stack. Certified professionals report average salary increases of 20–30%, with Azure Databricks engineers earning median annual salaries of $130,000 in the U.S., according to 2024 job market data. Koenig Solutions enhances learning with Guaranteed-to-Run batches, official Microsoft courseware, and access to expert instructors for 1-on-1 mentoring. Upon completion, learners are positioned to lead data initiatives in roles such as Data Engineer or Analytics Engineer, driving enterprise digital transformation through scalable, secure, and high-performance analytics solutions on Azure.

What You'll Learn

Use Apache Spark in Azure Databricks with PySpark to process large-scale data efficiently
Manage data seamlessly with Delta Lake in Azure Databricks, ensuring data reliability and ACID compliance
Perform comprehensive data analysis using Azure Databricks with PySpark to derive actionable insights
Build Lakeflow Declarative Pipelines in Azure Databricks to automate data workflows and improve productivity
Deploy workloads with Lakeflow Jobs in Azure Databricks to optimize performance and scalability
Secure data workflows using Unity Catalog in Azure Databricks to maintain data governance and compliance

Skills You'll Gain

PySpark Azure Databricks Spark DataFrames Delta Lake Azure Databricks Clusters Spark SQL Structured Streaming ETL Pipelines Azure Databricks Workflows Unity Catalog MLlib Pandas API on Spark Schema Evolution Data Quality Rules Lakeflow Jobs Azure Databricks Security Delta Table Optimization

Prerequisites

Recommended knowledge before taking this course
  • Basic understanding of Python programming, including writing scripts and working with data structures like lists, dictionaries, and DataFrames, is recommended before starting the Azure Databricks with PySpark course from Microsoft. Proficiency in SQL for data querying—covering filtering, joining, and aggregating datasets—is essential for effective learning. Familiarity with common data file formats such as CSV, JSON, and Parquet helps in managing data within Azure Databricks. A basic knowledge of the Azure portal and core Azure services like Azure Storage is beneficial. Understanding data concepts, including batch versus streaming processing and structured versus unstructured data, will enhance your grasp of the platform. Experience with Jupyter notebooks or similar interactive environments supports smoother project development. These prerequisites ensure you gain maximum benefit from the Azure Databricks with PySpark training, which is designed to help you analyze large datasets efficiently and advance your data engineering skills with Microsoft’s industry-leading platform.
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Certification Exam

Everything you need to know about the Azure Databricks with PySpark certification exam

Exam Details
Exam Name
Azure Databricks with PySpark
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates failing the Azure Databricks with PySpark exam must wait 24 hours for a first retake, followed by a 14-day mandatory waiting period for subsequent attempts, capped at five attempts annually.
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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Azure Databricks with PySpark
Navigate Azure Databricks workspace environments Categorize essential Databricks processing workloads Provision scalable Azure Databricks compute clusters Utilize collaborative notebooks for team development Execute PySpark code within interactive notebooks Configure cluster settings for optimal performance Manage notebook imports and version exports Lab: Explore Azure Databricks with PySpark
2
Day 2– Optimizing Apache Spark with PySpark
Analyze core Apache Spark distributed architecture Deploy Spark clusters on Azure Databricks Execute efficient Spark jobs using PySpark Process diverse file formats using Spark Transform data using powerful Spark DataFrames Implement advanced Spark SQL analytical queries Visualize complex data insights using Spark Lab: Use Apache Spark with PySpark
3
Day 3– Advanced Data Analysis and Ingestion
Ingest massive datasets from Azure Data Lake Load relational data from Azure SQL Database Conduct comprehensive exploratory data analysis (EDA) Cleanse and preprocess raw enterprise datasets Perform scalable transformations using PySpark Aggregate and filter large-scale production datasets Generate visual results within Databricks notebooks Lab: Perform data analysis with PySpark
4
Day 4– Data Management via Delta Lake
Leverage core Delta Lake storage features Create and manage robust Delta tables Enable reliable ACID transactions for data Enforce strict schema validation for quality Query historical data versions for auditing Optimize Delta table performance and latency Execute compaction for small file management Lab: Use Delta Lake with PySpark
5
Day 5– Orchestration and Data Governance
Deploy production jobs with Lakeflow Jobs Schedule automated data engineering workflows Build declarative pipelines for data movement Monitor pipeline execution for reliability Secure enterprise data with Unity Catalog Integrate Databricks with Microsoft Purview Audit granular data access and usage Lab: Deploy and govern PySpark workloads

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of Azure Databricks with PySpark certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Azure Databricks with PySpark certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Azure Databricks Data Engineer
  • Data Engineer - Lakehouse Specialist
  • Cloud Data Engineer (Azure)
  • Senior PySpark Developer
  • Data Pipeline Architect
  • Azure Data Engineer with Databricks

Companies Hiring

5,000+
Microsoft Accenture Deloitte Cognizant Infosys Wipro UnitedHealth Group Goldman Sachs JP Morgan Capgemini

and 5,000+ organizations worldwide seeking Azure Databricks with PySpark certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
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Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
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    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

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  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

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    AI Engineer

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  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Azure Databricks with PySpark training course

Is the certification exam included in the Azure Databricks with PySpark course, and what is the exam fee if separate?
The certification exam is not included in the Azure Databricks with PySpark course fee; it must be purchased separately for $165 USD. This proctored Microsoft exam (DP-750) validates data engineering skills and is scheduled via Pearson VUE, with regional pricing variations.
What training formats are available for the Azure Databricks with PySpark course, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig provides live online 1-on-1, public instructor-led, and self-paced Flexi training for Azure Databricks with PySpark. All formats feature Guaranteed-to-Run scheduling, allowing students to select classroom or virtual sessions that proceed regardless of minimum enrollment numbers.
How long is lab access provided, and what type of environment is used for hands-on practice in the Azure Databricks with PySpark course?
Lab access spans 6 months via Koenig’s LET Platform, utilizing Microsoft-hosted cloud sandboxes with live Azure subscriptions. This production-equivalent environment enables students to master PySpark, Delta Lake, and pipeline orchestration without needing local software configuration or complex hardware setups.
What is Koenig's rescheduling and cancellation policy for the Azure Databricks with PySpark course?
Koenig permits one free rescheduling if requested 10+ days before your Azure Databricks with PySpark start date. Changes within 10 days incur a 50% fee. Cancellations require written notice, and each training registration is eligible for only one reschedule.
What is the format, duration, number of questions, and passing score for the Azure Databricks with PySpark certification exam?
The DP-750 exam is a 120-minute assessment featuring 45 multiple-choice questions on Azure Databricks data engineering. A passing score of 700 out of 1000 validates your expertise in workspace configuration, Unity Catalog governance, data processing, and robust pipeline deployment.
How long is the Microsoft Certified: Azure Databricks Data Engineer Associate certification valid, and what is the renewal process and cost?
This Microsoft certification remains valid for one year. You maintain active status by passing a free, unproctored renewal assessment on Microsoft Learn, available six months before expiration, ensuring your skills stay current with the latest Azure Databricks features.
What post-training support does Koenig provide after completing the Azure Databricks with PySpark course?
Koenig supports your success with 6 months of lab access, class recordings, and expert mentor availability. You also receive comprehensive exam prep materials and a Happiness Guarantee, which provides a free course retake if you are not fully satisfied.
What are the prerequisites or prior experience needed before taking the Azure Databricks with PySpark course?
Students should possess foundational Python, SQL, and cloud computing knowledge before starting the Azure Databricks with PySpark course. Familiarity with Azure Data Factory, Microsoft Entra ID, and Git-based workflows is highly recommended to maximize your learning outcomes.
What career impact and salary increase can professionals expect after earning the Azure Databricks with PySpark certification?
Certified Azure Databricks Data Engineers earn a median salary of $124,212, with 85% of graduates securing career advancement within six months. This certification validates high-demand expertise in ETL pipelines and AI-ready platforms, significantly increasing your professional marketability.
How does instructor-led Azure Databricks with PySpark training at Koenig compare to self-study options?
Koenig’s instructor-led training provides 40 hours of live expert guidance, hands-on labs, and real-time support, far surpassing self-study. With guaranteed-to-run batches and post-course mentorship, you gain deeper technical mastery of Azure Databricks with PySpark than through unguided online resources.
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